Wykłady 1 i 2

This commit is contained in:
Paweł Skórzewski 2021-03-19 09:08:11 +01:00
parent be3debf146
commit 99b1e96362
15 changed files with 48862 additions and 42827 deletions

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wyk/1_Wprowadzenie.ipynb Normal file

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wyk/2_Regresja_liniowa.ipynb Normal file

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@ -78,20 +78,3 @@
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10.274,6.7526 10.274,6.7526
5.1077,2.0576 5.1077,2.0576
5.7292,0.47953
5.1884,0.20421
6.3557,0.67861
9.7687,7.5435
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8.5172,4.2415
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6.002,0.92695
5.5204,0.152
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7.6366,4.2959
5.8707,7.2029
5.3054,1.9869
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13.394,9.0551
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1 6.1101 17.592
78 5.0365 5.7014
79 10.274 6.7526
80 5.1077 2.0576
5.7292 0.47953
5.1884 0.20421
6.3557 0.67861
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5.7077 1.8451
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8.2934 0.14454
13.394 9.0551
5.4369 0.61705

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@ -1338,338 +1338,3 @@ price isNew rooms floor location sqrMetres
234000.0 True 2 7 Wilda 50 234000.0 True 2 7 Wilda 50
210000.0 True 2 1 Wilda 65 210000.0 True 2 1 Wilda 65
279000.0 True 2 2 Łazarz 36 279000.0 True 2 2 Łazarz 36
325000.0 True 2 0 Rataje 47
285000.0 True 2 3 Grunwald 58
360000.0 True 3 2 Rataje 69
355000.0 True 2 2 Rataje 90
362804.0 False 3 5 Jeżyce 39
252723.0 False 2 1 Winogrady 43
285200.0 False 2 1 Winogrady 46
249641.0 False 2 0 Ogrody 54
302887.0 False 2 4 Górczyn 25
242731.0 False 2 0 Podolany 74
991380.0 False 5 1 Starołęka 94
265000.0 True 2 2 Piątkowo 70
344000.0 True 2 0 Stare 49
313000.0 True 2 4 Stare 49
315000.0 True 3 0 Stare 60
315000.0 True 3 0 Rataje 63
690000.0 True 2 1 Stare 20
465000.0 True 2 2 Wilda 49
368110.0 True 3 2 Nowe 64
282994.0 True 2 0 Nowe 55
350000.0 True 2 3 Rataje 52
780000.0 True 3 0 Grunwald 87
263000.0 True 2 0 Rataje 38
219000.0 True 2 7 Winogrady 38
250000.0 True 3 3 Rataje 53
394000.0 True 4 0 Nowe 88
535000.0 True 2 2 Centrum 55
329000.0 True 3 13 Rataje 65
192750.0 True 2 2 Nowe 55
375408.0 True 3 0 Nowe 88
649400.0 True 3 4 Nowe 50
294906.0 True 2 3 Nowe 74
291720.0 True 2 5 Stare 20
290646.0 True 2 2 Stare 80
285678.0 False 2 1 Winogrady 42
156085.0 False 2 4 Nowe 54
496573.0 False 3 2 Stare 78
1156054.0 False 4 0 Stare 52
380931.0 False 3 3 Starołęka 82
285200.0 True 2 0 Stare 46
434201.0 True 4 1 Nowe 54
269984.0 True 3 0 Stare 76
333024.0 True 2 1 Stare 45
637037.0 True 4 3 Stare 79
319060.0 True 3 3 Grunwald 56
267700.0 True 2 2 Grunwald 45
365690.0 True 4 1 Winogrady 63
285678.0 True 2 4 Winogrady 48
295363.0 True 3 1 Stare 48
223750.0 True 2 0 Stare 37
277823.0 True 2 1 Jeżyce 50
333695.0 True 3 2 Jeżyce 68
288000.0 True 2 4 Naramowice 22
518000.0 True 4 0 Wilda 41
235000.0 True 2 4 Dębiec 44
364762.0 True 4 1 Winogrady 62
320000.0 True 4 3 Stare 40
449000.0 True 5 3 Wilda 97
249000.0 True 2 10 Grunwald 42
279000.0 True 2 3 Piątkowo 30
289000.0 True 3 4 Winogrady 48
318645.0 True 2 2 Stare 30
289000.0 True 2 7 Jeżyce 80
285000.0 True 2 2 Łazarz 20
399000.0 True 3 4 Piątkowo 69
350000.0 True 3 1 Rataje 63
240000.0 True 2 2 Dębiec 48
356160.0 False 4 4 Winogrady 36
290970.0 False 2 0 Winogrady 52
289000.0 True 3 4 Stare 47
399000.0 True 3 4 Piątkowo 69
315000.0 True 3 0 Piatkowo 50
329000.0 True 2 1 Grunwald 66
253000.0 True 2 4 Grunwald 70
179000.0 True 2 0 Grunwald 34
250000.0 True 2 0 Naramowice 50
410000.0 True 2 4 Jeżyce 43
360000.0 True 3 3 Jeżyce 62
590000.0 True 3 3 Jeżyce 80
325000.0 True 3 2 Jeżyce 64
247705.0 False 2 1 Podolany 74
247705.0 False 2 1 Piątkowo 74
392861.0 False 3 3 Winogrady 42
156085.0 False 2 4 Głuszyna 45
249441.0 False 2 5 Jeżyce 51
398000.0 True 3 3 Łazarz 96
255000.0 True 2 2 Wilda 72
329000.0 True 2 1 Naramowice 40
232409.0 True 2 0 Stare 38
296300.0 True 3 2 Stare 49
364762.0 True 4 4 Winogrady 63
239592.0 True 2 5 Grunwald 36
395000.0 True 3 0 Naramowice 73
333694.0 False 3 1 Piątkowo 38
344500.0 False 3 6 Jeżyce 53
377652.0 False 4 6 Jeżyce 22
332145.0 False 3 0 Winogrady 45
328241.0 False 3 3 Winogrady 81
328241.0 False 3 5 Winogrady 81
355041.6 False 3 6 Jeżyce 96
318384.0 False 3 6 Jeżyce 24
328241.0 False 3 1 Winogrady 81
323340.0 False 3 0 Winogrady 89
332145.0 False 3 1 Winogrady 45
392607.0 False 4 5 Jeżyce 94
345180.0 False 3 1 Jeżyce 30
315810.0 False 4 8 Winogrady 20
263581.0 False 2 2 Winogrady 21
323340.0 False 3 2 Winogrady 89
263581.0 False 2 6 Winogrady 21
238948.0 False 2 5 Winogrady 54
240875.0 False 2 7 Winogrady 54
246379.0 False 2 0 Winogrady 39
345240.0 False 4 1 Winogrady 54
345240.0 False 4 0 Winogrady 54
332145.0 False 3 3 Winogrady 45
348117.0 False 4 5 Winogrady 54
348117.0 False 4 6 Winogrady 54
339282.0 False 3 7 Winogrady 62
317200.0 False 3 8 Winogrady 52
329422.5 False 3 6 Winogrady 45
265741.5 False 2 7 Winogrady 21
238948.0 False 2 6 Winogrady 54
348117.0 False 4 7 Winogrady 54
339282.0 False 3 5 Winogrady 62
263581.0 False 2 4 Winogrady 21
348117.0 False 4 4 Winogrady 54
296277.0 False 3 0 Winogrady 57
304133.5 False 3 1 Winogrady 27
296277.0 False 3 2 Winogrady 57
263581.0 False 2 3 Winogrady 21
345240.0 False 4 2 Winogrady 54
263581.0 False 2 1 Winogrady 21
345240.0 False 4 3 Winogrady 54
339282.0 False 3 6 Winogrady 62
323340.0 False 3 3 Winogrady 89
310020.0 False 3 0 Winogrady 67
252723.0 False 2 1 Winogrady 43
366850.0 False 4 1 Winogrady 25
319875.0 False 2 8 Grunwald 18
249641.0 False 2 0 Jeżyce 54
356160.0 False 4 4 Winogrady 36
156085.0 False 2 4 Nowe 54
319875.0 False 2 7 Grunwald 18
329763.26 False 2 9 Grunwald 94
324400.97 False 2 7 Grunwald 94
388352.0 False 3 7 Grunwald 60
347633.0 False 3 10 Grunwald 20
409713.0 False 3 11 Grunwald 62
330368.0 False 2 12 Grunwald 62
356251.9 False 3 14 Grunwald 20
347839.75 False 2 12 Grunwald 58
350506.16 False 3 11 Grunwald 20
342405.13 False 2 11 Grunwald 58
429699.0 False 3 15 Grunwald 62
319875.0 False 2 9 Grunwald 18
341703.96 False 3 8 Grunwald 21
336969.98 False 2 10 Grunwald 58
413044.0 False 3 12 Grunwald 62
405104.0 False 3 1 Grunwald 34
341703.96 False 3 9 Grunwald 21
424977.14 False 4 5 Grunwald 20
327787.0 False 2 11 Grunwald 62
353378.74 False 3 12 Grunwald 20
332949.0 False 2 13 Grunwald 62
383760.0 False 3 6 Grunwald 60
335530.0 False 2 14 Grunwald 62
387040.0 False 3 5 Grunwald 60
302985.6 False 2 4 Grunwald 18
410780.0 False 3 3 Grunwald 44
417773.83 False 4 3 Grunwald 20
303286.5 False 2 3 Grunwald 13
364080.0 False 3 1 Grunwald 60
319055.27 False 3 3 Grunwald 21
292100.0 False 2 1 Grunwald 80
245830.0 False 2 2 Grunwald 67
352390.0 False 2 12 Grunwald 80
377200.0 False 3 3 Grunwald 60
313080.0 False 3 5 Winogrady 18
314089.0 False 2 5 Grunwald 49
308237.0 False 2 1 Nowe 85
339072.0 False 2 9 Grunwald 98
321812.5 False 2 8 Grunwald 49
322643.5 False 2 10 Grunwald 81
500203.02 False 4 10 Grunwald 73
343978.41 False 3 9 Grunwald 14
325184.0 False 2 11 Grunwald 81
351130.0 False 3 10 Grunwald 85
297420.8 False 2 3 Grunwald 24
267702.4 False 2 2 Grunwald 22
506566.5 False 4 11 Grunwald 73
297420.8 False 2 2 Grunwald 24
495722.51 False 4 9 Grunwald 99
426416.8 False 4 6 Grunwald 20
327081.85 False 2 8 Grunwald 94
307080.0 False 2 5 Grunwald 18
305793.0 False 2 4 Grunwald 13
312198.0 False 2 6 Grunwald 18
333231.99 False 3 7 Grunwald 21
514939.5 False 4 13 Grunwald 73
317880.0 False 2 2 Grunwald 98
267702.4 False 2 3 Grunwald 22
519126.0 False 4 14 Grunwald 73
510753.0 False 4 12 Grunwald 73
347010.0 False 2 10 Grunwald 80
324387.0 False 2 9 Grunwald 49
311514.5 False 2 4 Grunwald 49
298249.6 False 2 6 Grunwald 38
333774.0 False 2 6 Grunwald 98
495722.51 False 4 8 Grunwald 99
331125.0 False 2 5 Grunwald 98
336423.0 False 2 8 Grunwald 98
325312.98 False 3 3 Grunwald 14
298249.6 False 2 5 Grunwald 38
495782.26 False 4 7 Grunwald 99
341311.84 False 3 8 Grunwald 14
328476.0 False 2 4 Grunwald 98
316848.0 False 2 6 Grunwald 52
328241.0 False 3 2 Winogrady 81
332145.0 False 3 2 Winogrady 45
348750.0 True 2 4 Centrum 50
297600.0 True 2 3 Winogrady 50
300160.0 True 2 3 Winogrady 90
293760.0 True 2 3 Winogrady 90
315819.0 False 2 5 Grunwald 13
435784.0 False 3 5 Grunwald 44
407208.0 False 3 2 Grunwald 44
370640.0 False 3 2 Grunwald 60
329422.5 False 3 4 Winogrady 45
329422.5 False 3 7 Winogrady 45
328241.0 False 3 4 Winogrady 81
323340.0 False 3 1 Winogrady 89
329422.5 False 3 5 Winogrady 45
335000.0 True 3 1 Piątkowo 63
391728.59 True 3 2 Winogrady 21
285678.0 True 2 2 Winogrady 42
287566.0 True 2 1 Winogrady 74
421049.88 True 4 1 Grunwald 42
332388.13 True 2 4 Grunwald 96
330359.78 True 2 14 Grunwald 56
301206.53 True 2 7 Grunwald 81
307490.0 True 2 14 Grunwald 94
307880.88 True 3 3 Grunwald 16
319047.97 True 3 3 Grunwald 21
495782.25 True 4 7 Grunwald 99
413044.03 True 3 12 Grunwald 62
380480.0 True 3 4 Grunwald 60
426416.78 True 4 6 Grunwald 20
324387.0 True 2 9 Grunwald 49
333212.88 True 2 7 Grunwald 21
579000.0 True 4 3 Naramowice 97
215000.0 True 2 2 Grunwald 44
267702.41 True 2 3 Grunwald 22
245830.0 True 2 2 Grunwald 67
410000.0 True 2 5 Rataje 53
365000.0 True 4 2 Łazarz 62
257000.0 True 2 12 Winogrady 47
240000.0 True 2 16 Rataje 36
319055.0 True 3 3 Grunwald 56
267702.0 True 2 2 Grunwald 45
245830.0 True 2 2 Grunwald 40
253193.0 True 2 6 Jeżyce 38
318384.0 True 3 6 Jeżyce 48
245875.0 True 2 1 Jeżyce 38
347090.0 True 3 1 Winogrady 57
238948.0 True 2 4 Stare 39
355000.0 True 3 3 Łazarz 62
330255.0 False 2 1 Stare 14
442080.0 False 3 1 Starołęka 68
277823.0 False 2 2 Podolany 70
308039.0 False 2 0 Naramowice 71
321656.0 False 2 1 Naramowice 50
304140.0 False 3 5 Winogrady 18
771672.0 False 4 4 Górczyn 66
322497.0 False 2 6 Naramowice 60
333024.0 False 2 1 Stare 51
290000.0 True 3 14 Nowe 20
515000.0 True 3 0 Rataje 71
372000.0 True 4 1 Nadolnik 125
410000.0 True 2 5 Rataje 53
259000.0 True 2 0 Grunwald 52
298950.0 True 2 0 Piątkowo 70
495000.0 True 4 3 Naramowice 104
245000.0 True 2 7 Jeżyce 53
319000.0 True 2 1 Centrum 52
420000.0 True 2 1 Naramowice 50
420000.0 True 2 3 Naramowice 50
300000.0 True 3 2 Grunwald 49
300000.0 True 3 2 Winogrady 48
339000.0 True 2 2 Stare 53
298000.0 True 3 1 Nowe 30
250000.0 True 3 0 Stare 45
475000.0 True 4 4 Naramowice 50
329000.0 True 3 1 Jeżyce 112
299000.0 True 2 0 Piątkowo 20
259000.0 True 3 1 Grunwald 48
370000.0 True 4 4 Piątkowo 60
249641.0 False 2 0 Ogrody 54
375000.0 True 3 1 Nowe 63
390000.0 True 4 4 Piątkowo 74
288000.0 True 3 4 Stare 30
468000.0 True 2 3 Grunwald 60
279000.0 True 3 1 Wilda 68
250000.0 True 2 6 Winogrady 42
350000.0 True 2 2 Jeżyce 46
310000.0 True 2 1 Nowe 40
289000.0 True 3 4 Winogrady 47
405900.0 True 3 2 Stare 82
359000.0 True 3 1 Wilda 20
326000.0 True 2 1 Sołacz 39
350000.0 True 2 2 Jeżyce 47
239000.0 True 2 4 Grunwald 50
224343.0 False 2 4 Starołęka 35
362220.0 False 3 3 Starołęka 60
287394.0 False 2 2 Starołęka 50
320739.0 False 3 1 Starołęka 56
460499.0 False 3 1 Stare 51
242731.0 False 2 0 Podolany 74
156085.0 False 2 4 Nowe 54
285200.0 False 2 1 Winogrady 46
211190.0 False 2 0 Podolany 78
309000.0 True 3 3 Wilda 80
313000.0 True 2 1 Górczyn 48
313000.0 True 2 1 Dębiec 48
643720.0 True 4 0 Stare 60
415000.0 True 2 5 Nowe 53
325000.0 True 2 3 Stare 60
599000.0 True 4 3 Stare 97
319000.0 True 2 0 Grunwald 20
299000.0 True 3 6 Stare 63
299000.0 True 2 0 Grunwald 51
339000.0 True 2 2 Centrum 53
320000.0 True 3 4 Stare 65
364000.0 True 3 1 Nowe 67
209000.0 True 3 3 Grunwald 50
1 price isNew rooms floor location sqrMetres
1338 234000.0 True 2 7 Wilda 50
1339 210000.0 True 2 1 Wilda 65
1340 279000.0 True 2 2 Łazarz 36
325000.0 True 2 0 Rataje 47
285000.0 True 2 3 Grunwald 58
360000.0 True 3 2 Rataje 69
355000.0 True 2 2 Rataje 90
362804.0 False 3 5 Jeżyce 39
252723.0 False 2 1 Winogrady 43
285200.0 False 2 1 Winogrady 46
249641.0 False 2 0 Ogrody 54
302887.0 False 2 4 Górczyn 25
242731.0 False 2 0 Podolany 74
991380.0 False 5 1 Starołęka 94
265000.0 True 2 2 Piątkowo 70
344000.0 True 2 0 Stare 49
313000.0 True 2 4 Stare 49
315000.0 True 3 0 Stare 60
315000.0 True 3 0 Rataje 63
690000.0 True 2 1 Stare 20
465000.0 True 2 2 Wilda 49
368110.0 True 3 2 Nowe 64
282994.0 True 2 0 Nowe 55
350000.0 True 2 3 Rataje 52
780000.0 True 3 0 Grunwald 87
263000.0 True 2 0 Rataje 38
219000.0 True 2 7 Winogrady 38
250000.0 True 3 3 Rataje 53
394000.0 True 4 0 Nowe 88
535000.0 True 2 2 Centrum 55
329000.0 True 3 13 Rataje 65
192750.0 True 2 2 Nowe 55
375408.0 True 3 0 Nowe 88
649400.0 True 3 4 Nowe 50
294906.0 True 2 3 Nowe 74
291720.0 True 2 5 Stare 20
290646.0 True 2 2 Stare 80
285678.0 False 2 1 Winogrady 42
156085.0 False 2 4 Nowe 54
496573.0 False 3 2 Stare 78
1156054.0 False 4 0 Stare 52
380931.0 False 3 3 Starołęka 82
285200.0 True 2 0 Stare 46
434201.0 True 4 1 Nowe 54
269984.0 True 3 0 Stare 76
333024.0 True 2 1 Stare 45
637037.0 True 4 3 Stare 79
319060.0 True 3 3 Grunwald 56
267700.0 True 2 2 Grunwald 45
365690.0 True 4 1 Winogrady 63
285678.0 True 2 4 Winogrady 48
295363.0 True 3 1 Stare 48
223750.0 True 2 0 Stare 37
277823.0 True 2 1 Jeżyce 50
333695.0 True 3 2 Jeżyce 68
288000.0 True 2 4 Naramowice 22
518000.0 True 4 0 Wilda 41
235000.0 True 2 4 Dębiec 44
364762.0 True 4 1 Winogrady 62
320000.0 True 4 3 Stare 40
449000.0 True 5 3 Wilda 97
249000.0 True 2 10 Grunwald 42
279000.0 True 2 3 Piątkowo 30
289000.0 True 3 4 Winogrady 48
318645.0 True 2 2 Stare 30
289000.0 True 2 7 Jeżyce 80
285000.0 True 2 2 Łazarz 20
399000.0 True 3 4 Piątkowo 69
350000.0 True 3 1 Rataje 63
240000.0 True 2 2 Dębiec 48
356160.0 False 4 4 Winogrady 36
290970.0 False 2 0 Winogrady 52
289000.0 True 3 4 Stare 47
399000.0 True 3 4 Piątkowo 69
315000.0 True 3 0 Piatkowo 50
329000.0 True 2 1 Grunwald 66
253000.0 True 2 4 Grunwald 70
179000.0 True 2 0 Grunwald 34
250000.0 True 2 0 Naramowice 50
410000.0 True 2 4 Jeżyce 43
360000.0 True 3 3 Jeżyce 62
590000.0 True 3 3 Jeżyce 80
325000.0 True 3 2 Jeżyce 64
247705.0 False 2 1 Podolany 74
247705.0 False 2 1 Piątkowo 74
392861.0 False 3 3 Winogrady 42
156085.0 False 2 4 Głuszyna 45
249441.0 False 2 5 Jeżyce 51
398000.0 True 3 3 Łazarz 96
255000.0 True 2 2 Wilda 72
329000.0 True 2 1 Naramowice 40
232409.0 True 2 0 Stare 38
296300.0 True 3 2 Stare 49
364762.0 True 4 4 Winogrady 63
239592.0 True 2 5 Grunwald 36
395000.0 True 3 0 Naramowice 73
333694.0 False 3 1 Piątkowo 38
344500.0 False 3 6 Jeżyce 53
377652.0 False 4 6 Jeżyce 22
332145.0 False 3 0 Winogrady 45
328241.0 False 3 3 Winogrady 81
328241.0 False 3 5 Winogrady 81
355041.6 False 3 6 Jeżyce 96
318384.0 False 3 6 Jeżyce 24
328241.0 False 3 1 Winogrady 81
323340.0 False 3 0 Winogrady 89
332145.0 False 3 1 Winogrady 45
392607.0 False 4 5 Jeżyce 94
345180.0 False 3 1 Jeżyce 30
315810.0 False 4 8 Winogrady 20
263581.0 False 2 2 Winogrady 21
323340.0 False 3 2 Winogrady 89
263581.0 False 2 6 Winogrady 21
238948.0 False 2 5 Winogrady 54
240875.0 False 2 7 Winogrady 54
246379.0 False 2 0 Winogrady 39
345240.0 False 4 1 Winogrady 54
345240.0 False 4 0 Winogrady 54
332145.0 False 3 3 Winogrady 45
348117.0 False 4 5 Winogrady 54
348117.0 False 4 6 Winogrady 54
339282.0 False 3 7 Winogrady 62
317200.0 False 3 8 Winogrady 52
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348117.0 False 4 7 Winogrady 54
339282.0 False 3 5 Winogrady 62
263581.0 False 2 4 Winogrady 21
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296277.0 False 3 0 Winogrady 57
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296277.0 False 3 2 Winogrady 57
263581.0 False 2 3 Winogrady 21
345240.0 False 4 2 Winogrady 54
263581.0 False 2 1 Winogrady 21
345240.0 False 4 3 Winogrady 54
339282.0 False 3 6 Winogrady 62
323340.0 False 3 3 Winogrady 89
310020.0 False 3 0 Winogrady 67
252723.0 False 2 1 Winogrady 43
366850.0 False 4 1 Winogrady 25
319875.0 False 2 8 Grunwald 18
249641.0 False 2 0 Jeżyce 54
356160.0 False 4 4 Winogrady 36
156085.0 False 2 4 Nowe 54
319875.0 False 2 7 Grunwald 18
329763.26 False 2 9 Grunwald 94
324400.97 False 2 7 Grunwald 94
388352.0 False 3 7 Grunwald 60
347633.0 False 3 10 Grunwald 20
409713.0 False 3 11 Grunwald 62
330368.0 False 2 12 Grunwald 62
356251.9 False 3 14 Grunwald 20
347839.75 False 2 12 Grunwald 58
350506.16 False 3 11 Grunwald 20
342405.13 False 2 11 Grunwald 58
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387040.0 False 3 5 Grunwald 60
302985.6 False 2 4 Grunwald 18
410780.0 False 3 3 Grunwald 44
417773.83 False 4 3 Grunwald 20
303286.5 False 2 3 Grunwald 13
364080.0 False 3 1 Grunwald 60
319055.27 False 3 3 Grunwald 21
292100.0 False 2 1 Grunwald 80
245830.0 False 2 2 Grunwald 67
352390.0 False 2 12 Grunwald 80
377200.0 False 3 3 Grunwald 60
313080.0 False 3 5 Winogrady 18
314089.0 False 2 5 Grunwald 49
308237.0 False 2 1 Nowe 85
339072.0 False 2 9 Grunwald 98
321812.5 False 2 8 Grunwald 49
322643.5 False 2 10 Grunwald 81
500203.02 False 4 10 Grunwald 73
343978.41 False 3 9 Grunwald 14
325184.0 False 2 11 Grunwald 81
351130.0 False 3 10 Grunwald 85
297420.8 False 2 3 Grunwald 24
267702.4 False 2 2 Grunwald 22
506566.5 False 4 11 Grunwald 73
297420.8 False 2 2 Grunwald 24
495722.51 False 4 9 Grunwald 99
426416.8 False 4 6 Grunwald 20
327081.85 False 2 8 Grunwald 94
307080.0 False 2 5 Grunwald 18
305793.0 False 2 4 Grunwald 13
312198.0 False 2 6 Grunwald 18
333231.99 False 3 7 Grunwald 21
514939.5 False 4 13 Grunwald 73
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